Bibliographic record
Abstract
This paper selects and analyzes the key trends of current substance abuse that are most widespread in western European countries, the USA, Canada, and Russia, while also reviewing their differences and similarities. Foreign case studies, along with the results of analyzing the most prominent trends of substance abuse, must be accounted for when designing the optimal and most efficient measures for impacting the current drug abuse situation and eliminating its negative consequences. This paper examines the motivations and factors that encourage substance abuse; the phenomenon of substance abuse normalization; and the problems with identifying modern drug addicts that may arise as they try to adapt their behavior. The paper is based on a secondary analysis of several surveys among the working-age population (2013, 2016, 2017), as well as a college youth survey, entitled “The Student Lifestyle: Behavior Risks” (Ivanovo, Krasnodar, Moscow, Rybinsk, Chita, Yaroslavl). All of the above studies were conducted by the deviant behavior sociology sector of the RAS Federal Sociology Research Center. In addition, we considered surveys of college students in the USA and students in higher education in Canada. The analysis shows that: the age of first drug use is shifting upwards, which signifies that people are consciously deciding to consume addictive substances as mature individuals; there is an emerging trend of people aged 50 and over being introduced to addictive substances; the most popular motivation for consuming such substances is hedonism, i.e. the desire for pleasure; the attitude towards substance abuse is growing more and more tolerant, as introduction to recreational psychoactive drugs is becoming a fact of life and drug use is being integrated into society; modern substance abuse patterns still remain largely latent. We also consider foreign researchers’ insights, which warrant attention as we analyze the situation regarding substance abuse in Russian society and work on an effective anti-drug and addiction prevention policy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".